Communication-efficient Algorithm for Distributed Sparse Learning via Two-way Truncation

Jineng Ren, Jarvis Haupt

We propose a communicationally and computationally efficient algorithm for high-dimensional distributed sparse learning. At each iteration, local machines compute the gradient on l…